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@@ -27,20 +27,20 @@ date: 2026-04-13
> "We don't need AI that 'cares.' We need AI that is constrained, verified, pruned, and challenged."
## Key Concepts
- [[Multi-Agent-Hierarchy]]：层级模式，Supervisor 规划 + Worker 执行 + Validator 验证
- [[Multi-Agent-Consensus]]：共识模式，多数投票降低幻觉概率，3个模型相同谎言概率降至0.8%
- [[Multi-Agent-Adversarial-Debate]]：对抗辩论模式，防止 Sycophancy，真理越辩越明
- [[Multi-Agent-Knock-out]]：淘汰制模式，适应度函数评估，不合格 Agent 直接淘汰
- [[Multi Agent Hierarchy]]：层级模式，Supervisor 规划 + Worker 执行 + Validator 验证
- [[Multi Agent Consensus]]：共识模式，多数投票降低幻觉概率，3个模型相同谎言概率降至0.8%
- [[Multi Agent Adversarial Debate]]：对抗辩论模式，防止 Sycophancy，真理越辩越明
- [[Multi Agent Knock out]]：淘汰制模式，适应度函数评估，不合格 Agent 直接淘汰
- [[LLM-可靠性工程]]：将 SRE 原则应用于 LLM 系统，视 LLM 为不可靠组件
- [[Sycophancy]]：模型阿谀倾向，用威胁逼迫时可能撒谎以取悦用户
## Key Entities
- [[Alex-Ewerlof]]：作者，资深工程师，27年经验，SRE 背景，2023年起专注 LLM
- [[Alex Ewerlof]]：作者，资深工程师，27年经验，SRE 背景，2023年起专注 LLM
- [[遗传算法]]：GA，Knock-out 模式借鉴的经典 ML 方法
## Connections
- [[Multi-Agent-Hierarchy]] ← 人类组织 ← [[Multi-Agent-System-Reliability]]
- [[Multi-Agent-Consensus]] ← 民主投票 ← [[Multi-Agent-System-Reliability]]
- [[Multi-Agent-Adversarial-Debate]] ← 法庭对抗 ← [[Multi-Agent-System-Reliability]]
- [[Multi-Agent-Knock-out]] ← 适者生存 ← [[Multi-Agent-System-Reliability]]
- [[Multi Agent Hierarchy]] ← 人类组织 ← [[Multi-Agent-System-Reliability]]
- [[Multi Agent Consensus]] ← 民主投票 ← [[Multi-Agent-System-Reliability]]
- [[Multi Agent Adversarial Debate]] ← 法庭对抗 ← [[Multi-Agent-System-Reliability]]
- [[Multi Agent Knock out]] ← 适者生存 ← [[Multi-Agent-System-Reliability]]
- [[LLM]] ← 不可靠组件 ← [[Multi-Agent-System-Reliability]]